{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4ec276d1-2891-44b5-bb94-e80ef2b951ae",
   "metadata": {},
   "source": [
    " # 机器学习中的几个重要概念"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "72e6cec6-4ff1-44e0-bc24-a5ef8bcf434b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "49a23448-559a-45bb-bca3-3c0dddac5829",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 33 entries, 0 to 32\n",
      "Data columns (total 2 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   YearsExperience  33 non-null     float64\n",
      " 1   Salary           33 non-null     float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 660.0 bytes\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('Salary_Data.csv')\n",
    "df.info()\n",
    "x = df['YearsExperience']\n",
    "y = df['Salary']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f8dec737-425a-4cd9-b7e7-0d9622e573ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.28093485 7.00276959]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x,y,c='blue',marker='+')\n",
    "p1 = np.polyfit(x,y,1)\n",
    "print(p1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8e4b3456-fb89-440b-8ed5-f88642dfdc73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_pred(w, b):\n",
    "  y_pred = x*w + b\n",
    "  plt.plot(x, y_pred, color=\"blue\", label=\"1\")\n",
    "  plt.scatter(x, y, marker=\"x\", color=\"red\", label=\"2\")\n",
    "  plt.title(\"3\")\n",
    "  plt.xlabel(\"4\")\n",
    "  plt.ylabel(\"5\")\n",
    "  plt.xlim([0, 12])\n",
    "  plt.ylim([-60, 140])\n",
    "  plt.legend()\n",
    "  plt.show()\n",
    "plot_pred(-5, -30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2ae430e2-0ba1-4799-b159-75b6e669cbf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bf20e4fe84444cf38fab2ae913eb2528",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='w', min=-100), IntSlider(value=0, description='b', min=-…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_pred(w, b)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ipywidgets import interact\n",
    "\n",
    "interact(plot_pred, w=(-100, 100, 1), b=(-100, 100, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb0924de-af9c-4694-87cf-2fb325a18200",
   "metadata": {},
   "source": [
    " ## loss_function-损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9ad730b5-69d2-4881-910c-393a19db7cfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_cost(x, y, w, b):\n",
    "  y_pred = w*x + b\n",
    "  cost = (y - y_pred)**2\n",
    "  cost = cost.sum() / len(x)\n",
    "\n",
    "  return cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cc5e7f02-5fa8-4add-86df-77be56a0a43e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cost_value=[]\n",
    "for w in range(-100,101):\n",
    "    cost = compute_cost(x, y, w, b=0)\n",
    "    cost_value.append(cost)\n",
    "cost_value\n",
    "plt.plot(range(-100,101),cost_value,)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f09c6fac-49eb-4250-936e-577ab0e1a2b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[461185.0069697 , 459973.36757576, 458763.72818182, ...,\n",
       "        260286.4069697 , 259470.76757576, 258657.12818182],\n",
       "       [453468.4380303 , 452266.56227273, 451066.68651515, ...,\n",
       "        254503.0380303 , 253697.16227273, 252893.28651515],\n",
       "       [445817.42      , 444625.30787879, 443435.19575758, ...,\n",
       "        248785.22      , 247989.10787879, 247194.99575758],\n",
       "       ...,\n",
       "       [211743.7369697 , 212465.29757576, 213188.85818182, ...,\n",
       "        393618.7369697 , 394736.29757576, 395855.85818182],\n",
       "       [217006.2480303 , 217737.57227273, 218470.89651515, ...,\n",
       "        400814.4480303 , 401941.77227273, 403071.09651515],\n",
       "       [222334.31      , 223075.39787879, 223818.48575758, ...,\n",
       "        408075.71      , 409212.79787879, 410351.88575758]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "ws = np.arange(-100, 101)\n",
    "bs = np.arange(-100, 101)\n",
    "costs = np.zeros((201, 201))\n",
    "\n",
    "i = 0\n",
    "for w in ws: \n",
    "  j = 0\n",
    "  for b in bs: \n",
    "    cost = compute_cost(x, y, w, b)\n",
    "    costs[i,j] = cost\n",
    "    j = j+1\n",
    "  i = i+1\n",
    "\n",
    "costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d75b8ed2-5219-4417-9062-e0c449a7e2c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当w=[2], b=[8] 会有最小的cost:[2.87151515]\n"
     ]
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "# fontManager.addfont(\"SimHei.ttf\")\n",
    "# mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection=\"3d\")\n",
    "ax.view_init(80,40)\n",
    "ax.xaxis.set_pane_color((0, 0, 0))\n",
    "ax.yaxis.set_pane_color((0, 0, 0))\n",
    "ax.zaxis.set_pane_color((0, 0, 0))\n",
    "\n",
    "b_grid, w_grid = np.meshgrid(bs, ws)\n",
    "# https://wangyeming.github.io/2018/11/12/numpy-meshgrid/\n",
    "\n",
    "ax.plot_surface(w_grid, b_grid, costs, cmap=\"Spectral_r\", alpha=0.7)\n",
    "ax.plot_wireframe(w_grid, b_grid, costs, color=\"black\", alpha=0.1)\n",
    "\n",
    "ax.set_title(\"w b  cost\")\n",
    "ax.set_xlabel(\"w\")\n",
    "ax.set_ylabel(\"b\")\n",
    "ax.set_zlabel(\"cost\")\n",
    "\n",
    "w_index, b_index = np.where(costs == np.min(costs))\n",
    "ax.scatter(ws[w_index], bs[b_index], costs[w_index, b_index], color=\"red\", s=40)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(f\"当w={ws[w_index]}, b={bs[b_index]} 会有最小的cost:{costs[w_index, b_index]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ef56aacd-d375-41f1-9b5f-a64aee7a8de5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def gradient_descent(x, y, w_init, b_init, learning_rate, cost_function, gradient_function, run_iter, p_iter=1000):\n",
    "  \n",
    "  c_hist = []\n",
    "  w_hist = []\n",
    "  b_hist = []\n",
    "  \n",
    "  w = w_init\n",
    "  b = b_init\n",
    "\n",
    "  for i in range(run_iter):\n",
    "    w_gradient, b_gradient = gradient_function(x, y, w, b)\n",
    "\n",
    "    w = w - w_gradient*learning_rate\n",
    "    b = b - b_gradient*learning_rate\n",
    "    cost = cost_function(x, y, w, b)\n",
    "\n",
    "    w_hist.append(w)\n",
    "    b_hist.append(b)\n",
    "    c_hist.append(cost)\n",
    "\n",
    "    if i%p_iter == 0:\n",
    "      print(f\"Iteration {i:5} : Cost {cost: .4e}, w: {w: .2e}, b: {b: .2e}, w_gradient: {w_gradient: .2e}, b_gradient: {b_gradient: .2e}\")\n",
    "\n",
    "  return w, b, w_hist, b_hist, c_hist\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6b82cc4a-f9dc-404e-aadb-6aa21ca3698b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_gradient(x, y, w, b):\n",
    "  w_gradient = (x*(w*x+b -y)).mean()\n",
    "  b_gradient = (w*x+b -y).mean()\n",
    "  return w_gradient, b_gradient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "138043ff-d9d6-49f0-acf7-3f2682931ef2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration     0 : Cost  3.5355e+02, w:  1.09e-01, b:  1.81e-02, w_gradient: -1.09e+02, b_gradient: -1.81e+01\n",
      "Iteration  1000 : Cost  8.8106e+00, w:  3.03e+00, b:  2.02e+00, w_gradient:  2.00e-01, b_gradient: -1.33e+00\n",
      "Iteration  2000 : Cost  6.0039e+00, w:  2.85e+00, b:  3.18e+00, w_gradient:  1.53e-01, b_gradient: -1.02e+00\n",
      "Iteration  3000 : Cost  4.3582e+00, w:  2.72e+00, b:  4.08e+00, w_gradient:  1.17e-01, b_gradient: -7.80e-01\n",
      "Iteration  4000 : Cost  3.3933e+00, w:  2.62e+00, b:  4.76e+00, w_gradient:  8.97e-02, b_gradient: -5.98e-01\n",
      "Iteration  5000 : Cost  2.8275e+00, w:  2.54e+00, b:  5.29e+00, w_gradient:  6.87e-02, b_gradient: -4.58e-01\n",
      "Iteration  6000 : Cost  2.4958e+00, w:  2.48e+00, b:  5.69e+00, w_gradient:  5.26e-02, b_gradient: -3.50e-01\n",
      "Iteration  7000 : Cost  2.3013e+00, w:  2.43e+00, b:  6.00e+00, w_gradient:  4.03e-02, b_gradient: -2.68e-01\n",
      "Iteration  8000 : Cost  2.1873e+00, w:  2.40e+00, b:  6.23e+00, w_gradient:  3.09e-02, b_gradient: -2.05e-01\n",
      "Iteration  9000 : Cost  2.1204e+00, w:  2.37e+00, b:  6.41e+00, w_gradient:  2.36e-02, b_gradient: -1.57e-01\n",
      "Iteration 10000 : Cost  2.0812e+00, w:  2.35e+00, b:  6.55e+00, w_gradient:  1.81e-02, b_gradient: -1.20e-01\n",
      "Iteration 11000 : Cost  2.0582e+00, w:  2.33e+00, b:  6.66e+00, w_gradient:  1.39e-02, b_gradient: -9.22e-02\n",
      "Iteration 12000 : Cost  2.0447e+00, w:  2.32e+00, b:  6.74e+00, w_gradient:  1.06e-02, b_gradient: -7.06e-02\n",
      "Iteration 13000 : Cost  2.0368e+00, w:  2.31e+00, b:  6.80e+00, w_gradient:  8.12e-03, b_gradient: -5.41e-02\n",
      "Iteration 14000 : Cost  2.0322e+00, w:  2.30e+00, b:  6.85e+00, w_gradient:  6.22e-03, b_gradient: -4.14e-02\n",
      "Iteration 15000 : Cost  2.0295e+00, w:  2.30e+00, b:  6.88e+00, w_gradient:  4.76e-03, b_gradient: -3.17e-02\n",
      "Iteration 16000 : Cost  2.0279e+00, w:  2.29e+00, b:  6.91e+00, w_gradient:  3.65e-03, b_gradient: -2.43e-02\n",
      "Iteration 17000 : Cost  2.0269e+00, w:  2.29e+00, b:  6.93e+00, w_gradient:  2.79e-03, b_gradient: -1.86e-02\n",
      "Iteration 18000 : Cost  2.0264e+00, w:  2.29e+00, b:  6.95e+00, w_gradient:  2.14e-03, b_gradient: -1.42e-02\n",
      "Iteration 19000 : Cost  2.0261e+00, w:  2.29e+00, b:  6.96e+00, w_gradient:  1.64e-03, b_gradient: -1.09e-02\n"
     ]
    }
   ],
   "source": [
    "w_init = 0\n",
    "b_init = 0\n",
    "learning_rate = 1.0e-3\n",
    "run_iter = 20000\n",
    "w_final, b_final, w_hist, b_hist, c_hist = gradient_descent(x, y, w_init, b_init, learning_rate, compute_cost, compute_gradient, run_iter)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "42e8db0b-3623-47aa-97cf-55ecdfbafdab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(110, 1)\n",
      "(111, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "线性回归方程: y = 0.1389x + 761.1474\n",
      "MSE: 832884.9706\n",
      "RMSE: 912.6253\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn import metrics\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 支持中文的字体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 正确显示负号\n",
    "\n",
    "df = pd.read_csv('DutchAdvert.csv')\n",
    "X = df.iloc[:, [1]]\n",
    "y = df.iloc[:, 2]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=1)\n",
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "\n",
    "Ir = LinearRegression()\n",
    "Ir.fit(X_train, y_train)\n",
    "\n",
    "y_pred = Ir.predict(X_test)\n",
    "\n",
    "k = Ir.coef_[0]\n",
    "b = Ir.intercept_\n",
    "\n",
    "test_mse = mean_squared_error(y_test, y_pred)\n",
    "test_rmse = np.sqrt(metrics.mean_squared_error(y_test, y_pred))\n",
    "\n",
    "plt.figure(figsize=(20,8))\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.scatter(X_test, y_test, alpha=0.7, color='green', label='测试数据')\n",
    "plt.plot(X_test, y_pred, color='red', linewidth=2, label=f'拟合直线')\n",
    "plt.xlabel('电视广告报价')\n",
    "plt.ylabel('广播广告报价')\n",
    "plt.title('电视广告报价 vs 广播广告报价 - 线性回归分析')\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"线性回归方程: y = {k:.4f}x + {b:.4f}\")\n",
    "print(f\"MSE: {test_mse:.4f}\")\n",
    "print(f\"RMSE: {test_rmse:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f791dc39-b314-4a64-b25d-7671f7aaa335",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e7138b8-9d15-402c-9afa-0ee767cf7f89",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
